A new and reliable intelligent model for deployment of sensor nodes for IoT applications

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dc.authoridDash, Ranjan Kumar/0000-0003-3482-465X
dc.authoridCengiz, Korhan/0000-0001-6594-8861
dc.authoridAlnazzaawi, Noha/0000-0003-3265-0297
dc.authoridAlshehri, Yasser/0000-0003-1134-4514
dc.authorwosidDash, Ranjan Kumar/ABA-8593-2020
dc.authorwosidCengiz, Korhan/HTN-8060-2023
dc.authorwosidAlnazzaawi, Noha/ABG-9130-2021
dc.authorwosidAlshehri, Yasser/AAE-5918-2021
dc.contributor.authorDash, Ranjan Kumar
dc.contributor.authorCengiz, Korhan
dc.contributor.authorAlshehri, Yasser Ali
dc.contributor.authorAlnazzawi, Noha
dc.date.accessioned2024-06-12T11:03:56Z
dc.date.available2024-06-12T11:03:56Z
dc.date.issued2022
dc.departmentTrakya Üniversitesien_US
dc.description.abstractTo ensure reliable Internet of Things (IoT) applications, this study provides a new intelligent deployment technique for sensor nodes. The proposed intelligent deployment technique places sensor nodes in appropriate locations to achieve high levels of connectivity and, as a result, boost the WSN's overall reliability. To generate optimal sensor node coordinate positions, a modified version of the Expectation-Maximization method is utilized as a machine learning technique. Following that, each node's neighbours are determined, and links between them are built using the K-Nearest neighbour algorithm. Then, to assess the reliability of WSN, a novel algorithm is proposed. The proposed algorithms are all well-illustrated with appropriate examples. When the algorithms provided in this research are compared to certain existing methods in terms of node positioning accuracy (10%), network connectivity (10%), and estimated dependability values (5%), it is clear that the suggested strategy outperforms them in every way.en_US
dc.identifier.doi10.1016/j.compeleceng.2022.107959
dc.identifier.issn0045-7906
dc.identifier.issn1879-0755
dc.identifier.scopus2-s2.0-85129312463en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.urihttps://doi.org/10.1016/j.compeleceng.2022.107959
dc.identifier.urihttps://hdl.handle.net/20.500.14551/21846
dc.identifier.volume101en_US
dc.identifier.wosWOS:000797942900004en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherPergamon-Elsevier Science Ltden_US
dc.relation.ispartofComputers & Electrical Engineeringen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectInternet Of Thingsen_US
dc.subjectWireless Sensor Networken_US
dc.subjectReliabilityen_US
dc.subjectConnectivity And Coverageen_US
dc.subjectOptimal Node Placementen_US
dc.subjectMachine Earningen_US
dc.subjectExpectation-Maximization Methoden_US
dc.subjectIntelligent Deploymenten_US
dc.subjectReliabilityen_US
dc.subjectNetworksen_US
dc.titleA new and reliable intelligent model for deployment of sensor nodes for IoT applicationsen_US
dc.typeArticleen_US

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